import re
import numpy as np
import matplotlib.pyplot as plt

# 解决matplotlib中文显示问题
plt.rcParams['font.sans-serif'] = ['SimHei']  # 'SimHei' 是黑体
plt.rcParams['axes.unicode_minus'] = False  # 解决负号'-'显示为方块的问题


def parse_optimization_result(result_string):
    """
    解析 OptimizationResult 字符串，提取 dailyReturns 和 symbol.

    Args:
        result_string (str): Java 对象返回的字符串.

    Returns:
        dict: 包含 'returns' 和 'symbol' 的字典, 如果解析失败则返回 None.
    """
    try:
        # 使用正则表达式提取 dailyReturns
        returns_match = re.search(r'dailyReturns=\[(.*?)\],', result_string)
        daily_returns = []
        if returns_match:
            returns_str = returns_match.group(1).split(', ')
            daily_returns = [float(r) for r in returns_str if r]

        # 使用正则表达式提取 symbol
        symbol_match = re.search(r'symbol=([A-Za-z0-9]+),', result_string)
        symbol = "Unknown"  # 如果找不到 symbol，则使用默认值
        if symbol_match:
            symbol = symbol_match.group(1)

        # 仅当成功提取到收益率时才返回结果
        if not daily_returns:
            return None

        return {'returns': daily_returns, 'symbol': symbol}

    except Exception as e:
        print(f"解析字符串时发生错误: {e}")
        return None


def calculate_equity_curve(daily_returns, initial_capital=1.0):
    """
    根据每日收益率计算资金曲线.
    """
    returns = np.array([0] + daily_returns)
    equity_curve = initial_capital * np.cumprod(1 + returns)
    return equity_curve


def calculate_max_drawdown(equity_curve):
    """
    计算最大回撤.
    """
    rolling_max = np.maximum.accumulate(equity_curve)
    drawdown = (equity_curve - rolling_max) / rolling_max
    return np.min(drawdown) if len(drawdown) > 0 else 0.0


def plot_and_analyze_results(optimization_results):
    """
    处理多个 OptimizationResult 字符串，绘制资金曲线并计算聚合最大回撤.
    """
    plt.figure(figsize=(15, 8))

    parsed_results = []
    min_len = float('inf')

    # 第一次循环：解析数据并找出最短的收益序列长度
    existing_symbols = []
    for result_str in optimization_results:
        parsed_data = parse_optimization_result(result_str)
        if parsed_data:
            # 处理重复的 symbol 名称
            original_symbol = parsed_data['symbol']
            count = 1
            while parsed_data['symbol'] in existing_symbols:
                parsed_data['symbol'] = f"{original_symbol}_{count}"
                count += 1

            existing_symbols.append(parsed_data['symbol'])
            parsed_results.append(parsed_data)

            if len(parsed_data['returns']) < min_len:
                min_len = len(parsed_data['returns'])

    if not parsed_results:
        print("没有可供分析的数据.")
        return

    # 第二次循环：对齐数据并绘制独立曲线
    aligned_returns_lists = []
    for result in parsed_results:
        # 将所有序列截断到最短长度，以保证可以按天对齐
        aligned_return = result['returns'][:min_len]
        aligned_returns_lists.append(aligned_return)

        equity_curve = calculate_equity_curve(aligned_return)
        # 使用 symbol 作为图例标签
        plt.plot(equity_curve, label=f"策略: {result['symbol']}")

    # 聚合方式：求每日收益率的平均值
    if aligned_returns_lists:
        returns_array = np.array(aligned_returns_lists)
        combined_daily_returns = np.mean(returns_array, axis=0).tolist()

        combined_equity_curve = calculate_equity_curve(combined_daily_returns)
        max_drawdown_combined = calculate_max_drawdown(combined_equity_curve)

        # --- 核心修改：获取最终净值 ---
        final_equity_combined = combined_equity_curve[-1]

        # 绘制聚合资金曲线
        plt.plot(combined_equity_curve, label='聚合资金曲线', color='black', linewidth=2.5, linestyle='--')

        # --- 核心修改：打印包括最终净值在内的聚合结果 ---
        print("\n--- 聚合策略分析 ---")
        print(f"最终净值: {final_equity_combined:.4f}")
        print(f"最大回撤: {max_drawdown_combined:.2%}")

    # 设置图表样式
    plt.title('资金曲线分析')
    plt.xlabel('交易天数')
    plt.ylabel('资金')
    plt.legend()
    plt.grid(True)
    plt.show()


# --- 使用示例 ---
# 准备两条不同的回测结果字符串
optimization_results_data = [
    "OptimizationResult(symbol=TRXUSDT, finalBalance=20811.79184976591792279890000, totalReturn=1.0812, maxDrawdown=0.1845, profitFactor=2.08, totalTrades=203, winCount=100, lossCount=103, winRate=0.49261083743842365, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[-0.00021976, 0.03651306, -0.03301317, 0E-8, 0.03384798, 0.01151365, 0.00568587, 0E-8, 0E-8, 0E-8, 0E-8, -0.00632261, -0.00504423, 0E-8, 0E-8, 0E-8, -0.01717755, 0E-8, -0.03433716, 0.10598536, -0.01394319, -0.00040640, -0.00418241, 0E-8, -0.00639305, 0.00083644, -0.00546648, -0.00146613, -0.00597401, 0E-8, -0.00044863, 0.00333799, -0.01151052, 0.05979905, -0.01644856, -0.00533481, -0.00742266, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00641356, 0.01808902, 0.05076503, -0.02022132, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.02096064, -0.01486875, -0.00213504, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00666588, 0.00223556, 0E-8, 0E-8, 0.02219182, 0.08220197, -0.05917392, 0E-8, 0E-8, -0.00253136, 0.02530007, -0.00353737, 0.00893270, 0.00720056, 0.04288265, -0.02431681, 0E-8, -0.01500895, 0E-8, 0E-8, 0E-8, -0.00547219, -0.02433002, -0.05297494, -0.01009446, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00962079, 0.04380593, -0.00144124, -0.00978038, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.03582097, 0.00409215, 0.25353520, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00812803, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00275266, 0.00736776, 0.00323925, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00447684, -0.00648906, 0.00301275, -0.00493792, 0E-8, -0.01142456, 0E-8, 0E-8, 0E-8, 0E-8, 0.03366105, -0.01085301, -0.00009301, 0.02857096, -0.00940123, 0E-8, 0E-8, 0E-8, -0.00011411, -0.01111304, 0.00829506, 0.00424969, -0.00640617, -0.01279441, 0E-8, 0.00130467, -0.00258317, 0.01173366, -0.00416351, 0E-8, 0E-8, 0E-8, 0.01000996, 0E-8, 0E-8, 0.02002077, 0.01327099, -0.00722442, 0.02030698, 0.13324734, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00268099, 0.00983316, 0.00911891, -0.00832588, 0E-8, 0E-8, 0E-8, 0.00024622, -0.00390292, 0E-8, 0.00784997, -0.00611657, 0E-8, 0.00656482, -0.00432444, -0.00153075, -0.00537660, 0E-8, 0E-8, -0.00342987, 0.01064420, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01048972, 0.01764126, 0.00706137, -0.00827824, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00547013, -0.00126744, -0.00302270, 0E-8, 0E-8, -0.01007400, 0E-8, 0E-8, 0E-8, -0.00215764, -0.00533384, 0E-8, 0E-8, 0E-8, 0E-8, -0.00794466, 0E-8, 0E-8, 0E-8, 0.00451161, 0E-8, -0.00883843, 0.00459645, 0E-8, 0E-8, 0E-8, 0E-8, 0.00197709, -0.00799294, -0.00458323, -0.00282483, 0E-8, 0E-8, -0.00119208, -0.00493953, 0E-8, 0E-8, 0E-8, -0.00530615, 0.01281881, 0.00133728, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00188870, 0.01118162, 0.03423982, -0.02437934, 0E-8, -0.00151702, 0.00656868, -0.00108356, 0E-8, 0E-8, 0E-8, 0E-8, 0.00496805, -0.00235918, -0.00511743, -0.00417066, 0.01157142, -0.00919387, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00045826, -0.00548090, 0E-8, 0E-8, 0E-8, -0.00214675, 0.00447180, -0.03448501, 0E-8, 0E-8, 0E-8, 0.00359628, -0.00438871, 0.01391157, -0.00501720, 0E-8, 0E-8, 0.00191641, -0.00679308, 0E-8, 0E-8, 0E-8, 0E-8, -0.00436514, -0.02349329, -0.00734485, -0.00197313, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00583172, 0E-8, -0.00389289, -0.00657975, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.09856846, -0.04869785, 0.00496493, -0.00404387, 0E-8, 0E-8, 0.00065317, 0.04063328, 0.00269469, 0.00881843, 0.00305307, 0E-8, -0.00318453, 0.00262668, 0E-8, 0E-8, 0E-8, 0E-8, -0.02047263, 0.01112422, -0.00492663, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00286139, 0E-8, 0E-8, -0.00040790, 0.01238981, 0.04101685, 0.01530535, 0.00981126, -0.00322112, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00311449, 0.00129306, 0E-8, 0.02348929, 0.01229639, 0E-8, 0E-8, 0.00264766, -0.01514324, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00432964, 0.02070250, 0.10985165, 0.00839610, -0.00627373, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00315423, -0.00394140, 0.00493409, -0.01187008, 0E-8, 0E-8, 0E-8, -0.00492397, -0.00311007, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=3.0, baselinePeriod=200.0, stopLossMultiplier=5.0}, robustnessScore=null)",
    "OptimizationResult(symbol=AVAXUSDT30m, finalBalance=17314.7541332129082614020000, totalReturn=0.7315, maxDrawdown=0.1525, profitFactor=1.85, totalTrades=170, winCount=78, lossCount=92, winRate=0.4588235294117647, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, 0.00238555, -0.00363644, 0E-8, 0.01710617, 0.00835209, -0.00325862, 0E-8, 0E-8, 0E-8, 0E-8, -0.00934180, -0.00725694, -0.00083936, 0.00110496, -0.01351671, -0.01179018, 0E-8, 0E-8, 0E-8, -0.01181600, 0.02804789, 0.04291638, -0.00974559, 0E-8, 0E-8, 0E-8, -0.01433299, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01351667, -0.00041038, -0.01033859, 0.01717682, 0E-8, -0.00172194, -0.01022413, 0E-8, 0E-8, 0E-8, 0E-8, 0.00185507, -0.01567566, 0.07317231, 0.03635312, 0E-8, 0E-8, 0E-8, -0.00123305, -0.01642706, 0.00180494, 0E-8, 0E-8, 0E-8, 0E-8, 0.02383681, 0.00386042, -0.00653182, 0E-8, 0E-8, 0E-8, 0E-8, 0.00030588, -0.00071496, 0.00850466, -0.00637738, 0.00581169, -0.01355819, 0E-8, -0.01233931, 0.00532099, 0.00063596, -0.00119621, 0E-8, 0E-8, -0.01914570, 0E-8, 0E-8, 0E-8, 0E-8, -0.01226195, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00769396, 0.07480954, -0.04536920, -0.01955688, 0.05015689, 0.01537147, 0E-8, -0.00817526, 0.01736737, -0.00350443, 0.00168970, -0.00085884, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00559551, 0.01378014, -0.01056458, 0.00932160, -0.00954542, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.02027033, -0.00120520, -0.00953399, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00824158, 0E-8, 0.00307239, -0.00621483, 0E-8, 0E-8, 0E-8, -0.00005956, 0.01360926, 0.02356520, 0.00415909, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00073404, -0.02209187, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00368424, -0.00227330, 0.05911639, 0.01719096, -0.00748854, -0.00145295, -0.00599436, 0E-8, 0E-8, 0.00510974, -0.01322307, -0.00933544, 0E-8, 0E-8, -0.02481452, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01902730, 0.00003732, -0.00579258, 0.01152023, 0.01012683, 0.00053169, 0.03696741, 0.17239751, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01297985, 0E-8, -0.00276578, -0.00839085, 0E-8, 0E-8, 0E-8, 0E-8, 0.02065573, -0.01049027, -0.01150631, -0.01129608, -0.00632066, 0E-8, 0E-8, 0.01421870, -0.02068077, 0E-8, -0.00682172, 0E-8, 0E-8, -0.00981860, 0.04219740, -0.00914364, 0E-8, -0.00704906, 0E-8, 0E-8, -0.00070090, -0.00232831, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00845648, -0.00482609, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00341570, -0.00496734, 0E-8, 0E-8, -0.01307195, 0.00726852, -0.00540213, -0.00991417, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01168618, 0E-8, 0E-8, 0E-8, 0.01595529, -0.00112643, 0.01926130, -0.00712839, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00474695, 0.00723003, -0.00180385, 0E-8, 0E-8, 0E-8, 0E-8, -0.00636411, -0.00006920, 0.04015570, 0.06065982, 0.02046892, -0.00476840, 0.00084376, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01023795, -0.00734196, 0.01471239, 0.00764032, -0.00622527, 0E-8, 0E-8, 0E-8, -0.00332187, 0.00943589, 0E-8, 0E-8, 0E-8, 0E-8, 0.00132749, 0.01263057, 0E-8, 0E-8, 0E-8, 0E-8, 0.00183431, 0.00144664, 0.01845599, -0.00193723, 0E-8, 0E-8, 0.01024831, -0.00205232, 0.01888755, -0.01547683, -0.00360016, 0.00031876, -0.00745063, 0.00004986, -0.00369184, 0E-8, 0E-8, 0E-8, 0E-8, -0.01096162, 0E-8, 0E-8, 0.00337883, -0.00195018, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00643766, 0.05464619, -0.01138450, -0.00794646, 0E-8, 0E-8, 0E-8, 0E-8, -0.00182993, -0.00110357, 0E-8, 0E-8, 0.00010858, 0.01070290, -0.00089603, 0E-8, 0E-8, -0.00942737, -0.00008058, 0.01306107, 0.00811632, -0.00159048, 0E-8, 0E-8, 0E-8, 0E-8, 0.00196274, -0.00575778, -0.00231441, -0.00632426, 0E-8, -0.00627176, -0.00132732, 0.00461435, 0.01042144, -0.00325847, -0.00286318, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00535375, 0.01523158, -0.00633184, 0.01177684, 0.00506478, -0.00243664, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00310085, 0.01892527, -0.00911228, 0.00020273, 0.00141958, -0.00236661, -0.00007052, -0.01178830, 0.06174006, -0.00459596, 0E-8, 0.00026395, 0E-8, -0.01021975, 0E-8, 0E-8, 0.00934062, 0.00713511, 0E-8, 0E-8, 0.00103065, -0.02683605, -0.00674531, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=3.0, baselinePeriod=200.0, stopLossMultiplier=5.0}, robustnessScore=null)"
"OptimizationResult(symbol=AAVEUSDT, finalBalance=17643.9529893423268787760000, totalReturn=0.7644, maxDrawdown=0.1889, profitFactor=1.89, totalTrades=175, winCount=76, lossCount=99, winRate=0.4342857142857143, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[-0.00712598, -0.00638419, -0.01460488, 0E-8, 0.00775115, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00507890, -0.01022243, -0.00233725, 0.02298208, -0.01490396, -0.00039471, 0E-8, 0E-8, -0.02539656, 0E-8, 0E-8, -0.00963711, -0.00320113, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00957757, -0.03573103, -0.00414959, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00823685, 0.00768991, -0.02216837, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01495339, -0.01371700, 0.00027525, 0E-8, 0.01816663, -0.00906115, 0E-8, 0E-8, 0.00146420, -0.01469229, 0E-8, -0.00334120, -0.00245990, 0.02293533, -0.00981795, 0.02355634, -0.00027933, 0E-8, 0E-8, 0E-8, 0E-8, 0.00043437, -0.01852201, 0E-8, 0E-8, 0E-8, -0.00383926, -0.02061229, 0E-8, 0E-8, 0E-8, 0E-8, 0.00077406, 0.00274370, 0.01801678, -0.00686338, 0E-8, 0.02250651, 0.00919912, 0.01409827, -0.00446413, 0.00185051, -0.01426079, -0.01802581, 0.01238648, 0.01910476, -0.00656044, 0E-8, 0.07934683, 0.10766051, -0.02655644, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00556991, 0.00256696, -0.00403191, 0.00318934, -0.01361428, 0.00970583, -0.00916111, 0E-8, 0E-8, 0E-8, 0E-8, 0.01235737, -0.01485929, 0.01160687, -0.00923529, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00868551, -0.00389475, -0.00297688, -0.00371898, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00157312, 0.00101877, 0E-8, 0E-8, 0.00526180, -0.01131836, -0.01124958, 0E-8, 0.00907982, 0.05756069, 0.01011982, 0.00252904, -0.00759962, -0.00173236, 0.01219515, 0.04521195, 0.06683763, -0.02112114, 0E-8, 0E-8, 0.00363760, -0.02611313, -0.01448033, -0.00200302, 0E-8, 0E-8, 0E-8, 0E-8, -0.01268893, -0.00517903, 0E-8, 0.01625448, 0.01495077, -0.00627116, 0E-8, -0.00757383, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01680805, 0E-8, -0.00249935, -0.01067905, 0E-8, 0E-8, 0E-8, 0.02333177, 0.00149321, -0.00495350, 0E-8, 0E-8, 0.01073618, -0.00323466, 0E-8, 0.04923598, -0.02617331, 0E-8, 0.00157260, -0.00128475, 0E-8, 0.00496225, 0.00070429, 0.03676717, 0.01961061, 0E-8, 0E-8, 0E-8, -0.01468710, -0.00117009, -0.00245322, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01916602, -0.02748236, -0.00618540, 0E-8, 0E-8, 0E-8, 0E-8, 0.00543869, -0.00484726, 0.01597956, -0.01109485, 0E-8, -0.01434718, 0E-8, 0E-8, 0.00527995, -0.00205226, -0.00440753, 0E-8, 0.10153024, 0.00223926, -0.00600321, -0.00413884, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00143815, 0.00073584, 0.00471819, -0.00185037, 0.00065152, -0.00863390, 0.05917014, -0.00445413, -0.00242448, 0E-8, 0.00479462, -0.00474189, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00442334, 0.00765317, 0.02154443, 0.03247649, -0.00918375, 0E-8, 0E-8, 0E-8, 0E-8, 0.00166627, -0.00315728, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00913755, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00061251, -0.00367537, -0.00479033, -0.00589436, 0E-8, 0E-8, 0E-8, 0E-8, -0.00695245, 0E-8, 0E-8, 0.00513641, 0.06512100, 0.03250830, -0.02879826, -0.00292135, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00156905, 0.01889946, -0.01154879, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01121488, -0.01112892, 0E-8, -0.01136257, -0.00347253, 0E-8, 0E-8, -0.00063124, -0.00785327, 0.00253821, -0.00574588, 0.00009077, -0.00891530, -0.00063980, 0.00567319, -0.01871541, -0.00897397, 0E-8, 0.00227893, 0.00039921, -0.00392331, 0E-8, -0.00094618, 0.01149024, -0.00447958, 0E-8, 0E-8, 0E-8, -0.00126352, 0.01550889, 0.00447827, -0.00177443, 0E-8, 0E-8, 0E-8, 0E-8, 0.00139798, -0.00697535, 0.00172967, 0.02082591, 0.03296877, -0.01408451, -0.00113274, 0.00497497, 0.01979031, -0.01230843, 0.01233205, 0.00183099, -0.00321827, 0E-8, 0E-8, -0.00005224, 0.00502298, 0.02089127, 0.06452486, 0.00307557, -0.00463844, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00152769, 0.01103441, -0.00334805, 0.01067478, 0.00414495, -0.00630371, 0E-8, 0E-8, 0.00204413, -0.00433072, 0E-8, 0.00035177, 0.01568454, 0.00708340, 0.01277777, -0.02563184, 0.01466190, -0.00533177, 0.00087314, 0.00348946, 0.05773974, -0.00286912, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=3.0, baselinePeriod=200.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=UNIUSDT, finalBalance=18099.3577586934741817792500, totalReturn=0.8099, maxDrawdown=0.2249, profitFactor=1.89, totalTrades=184, winCount=74, lossCount=110, winRate=0.40217391304347827, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, -0.00839411, -0.01070168, 0E-8, 0.01170424, -0.00577092, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.02995027, -0.00309814, -0.00415136, 0E-8, -0.01765042, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.02021060, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.02996798, -0.00749749, 0E-8, 0E-8, 0.02011756, 0.00504548, -0.00160056, -0.00661644, -0.00965355, 0E-8, 0E-8, 0E-8, -0.00288713, -0.00395431, -0.00395277, -0.02962165, 0E-8, 0E-8, 0E-8, 0E-8, 0.04644454, -0.04296731, 0E-8, -0.01629577, 0E-8, 0.00198495, -0.00890263, 0E-8, 0E-8, 0.00980489, 0.02752035, -0.00260634, 0E-8, 0E-8, 0.01310256, -0.01138502, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00009562, -0.01153190, -0.01530959, -0.00116697, -0.00346557, 0E-8, -0.00229024, 0.00455225, 0.01422928, -0.00266873, 0E-8, -0.01027397, -0.00270027, -0.00655325, 0.01503225, -0.00514266, 0E-8, -0.00036191, -0.00808490, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.02421749, 0.04464113, -0.02711291, 0E-8, 0.08415639, -0.00239728, 0E-8, 0E-8, 0E-8, 0E-8, -0.00608637, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.03160572, 0E-8, 0.00980427, -0.01360536, 0E-8, 0.01407252, -0.00987432, 0E-8, 0E-8, 0E-8, -0.00869972, -0.01478066, -0.00989109, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00181219, -0.00828197, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01325669, -0.00250917, 0E-8, 0E-8, 0.00606856, -0.01230660, 0E-8, 0E-8, 0E-8, 0E-8, -0.01461561, -0.00008954, 0.03237396, -0.02300722, 0.00054311, -0.02107865, 0E-8, 0E-8, 0E-8, 0.01149789, -0.00468599, 0E-8, 0E-8, 0.00288296, -0.03983956, -0.00649080, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.04147337, 0.00444168, 0.01687595, 0.02099550, -0.01894898, -0.02016102, 0E-8, 0.03645830, -0.00789892, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00592162, -0.01199647, 0E-8, 0E-8, 0E-8, 0E-8, 0.01688668, -0.00713747, -0.00794952, 0E-8, 0.01243346, -0.00266977, 0E-8, -0.00489652, -0.01715421, 0E-8, 0E-8, 0E-8, 0E-8, -0.01160766, 0.00149925, -0.01368352, 0E-8, 0E-8, 0E-8, 0E-8, -0.03223616, 0.00934095, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.02712678, 0.00033152, 0E-8, 0E-8, 0E-8, 0.00310285, -0.00154367, -0.00346435, 0.00159070, 0.08286704, 0.02902871, 0.00421693, -0.01130389, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.02979787, 0.00119006, -0.00147294, -0.00588666, 0E-8, 0E-8, 0E-8, 0E-8, -0.00307932, 0.00701012, -0.00478385, 0E-8, 0E-8, 0E-8, 0E-8, 0.02571862, 0.09710114, -0.00538384, 0E-8, 0E-8, 0.01476169, 0.00044686, 0E-8, -0.00525514, -0.01944835, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00346731, 0.01274573, 0.13842988, 0.10095060, 0.05592329, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00038408, 0E-8, -0.00201270, -0.01863757, -0.00078789, -0.00156070, 0E-8, 0E-8, 0.00082818, -0.00502314, 0.04811666, 0.00579580, 0.00951013, -0.00112412, 0E-8, -0.00371221, -0.00805808, 0.00112647, 0.02080234, 0E-8, 0E-8, 0.00081410, 0.18121700, 0.04007576, -0.03538314, -0.01349559, 0E-8, 0E-8, 0E-8, 0E-8, -0.00006757, -0.00127593, 0E-8, 0.01679436, 0.02377903, -0.00516492, 0.00609762, 0.00092353, 0E-8, 0E-8, 0E-8, -0.00230451, 0.00078925, 0E-8, 0.00063277, 0.00992644, -0.00270552, 0.00039725, -0.00203647, -0.00313232, 0E-8, 0.00092691, -0.00323779, -0.00986576, -0.00575119, 0E-8, 0.00349002, -0.00669024, 0E-8, 0.00275567, -0.00241998, -0.00301053, 0E-8, -0.00087102, -0.00772899, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00230823, -0.00545222, 0E-8, 0E-8, 0E-8, -0.00954689, 0.00058956, -0.00468460, -0.00594139, 0E-8, -0.00092264, 0.00685328, -0.00550526, 0E-8, -0.00081259, 0.00108466, -0.00019287, 0E-8, 0.00375630, 0.00369562, 0.00059791, 0.01924803, 0.00900981, -0.00567091, 0E-8, 0E-8, 0E-8, 0E-8, -0.00976493, -0.00215684, 0.00474158, -0.00468495, -0.00126995, 0.00338428, -0.00358807, 0.00414310, -0.01200439, 0E-8, 0E-8, 0E-8, -0.00056745, 0.02090367, 0.00515335, -0.00358969, 0E-8, 0E-8, 0.01027923, -0.00319979, 0E-8, 0.06204012, -0.00501635, 0.00109483, 0.02708396, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=3.0, baselinePeriod=200.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=APTUSDT, finalBalance=15100.64260236151160059525000, totalReturn=0.5101, maxDrawdown=0.1700, profitFactor=1.54, totalTrades=179, winCount=76, lossCount=103, winRate=0.4245810055865922, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, 0.00399414, 0.00754948, 0.02494068, -0.01377035, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00270326, 0.00136881, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00210321, 0.02360473, -0.00758717, 0E-8, -0.00264547, 0.02751539, -0.01194315, 0E-8, 0E-8, -0.04444036, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00861444, -0.01154426, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01880189, -0.00963010, 0E-8, 0.08341726, 0.06741766, 0.18308076, -0.04295552, 0E-8, 0E-8, 0E-8, -0.00473312, -0.00766686, 0E-8, 0E-8, 0E-8, -0.00858718, -0.00296414, 0.00921883, 0.01684235, -0.00308926, -0.00313233, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00421986, -0.00320996, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00735514, 0.01192635, -0.00663831, 0E-8, -0.00143882, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00291231, 0.02998512, -0.02172919, -0.01507654, 0E-8, 0E-8, 0E-8, 0E-8, 0.00413854, -0.01968172, -0.00857230, -0.00374522, 0.00980602, -0.00790713, 0E-8, 0E-8, 0E-8, 0E-8, -0.01794067, 0E-8, 0E-8, 0E-8, 0E-8, -0.00265674, 0.01175305, -0.00603356, 0E-8, 0E-8, 0E-8, 0E-8, -0.01161406, -0.01631345, 0.00766453, -0.01959451, 0E-8, 0E-8, 0E-8, 0E-8, 0.03232843, -0.00430312, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00005079, 0.00936094, 0.02041077, 0.00388703, -0.00694498, 0.00807876, 0.00296785, -0.00572890, 0E-8, -0.00019991, -0.01980412, 0E-8, 0E-8, 0E-8, -0.01161132, 0.00558262, 0E-8, 0E-8, 0E-8, 0E-8, 0.00257161, 0.00188953, 0.07169170, 0.01480546, -0.01010190, 0E-8, 0E-8, 0E-8, 0E-8, 0.00439049, -0.00717472, 0E-8, 0E-8, 0.00771425, -0.02507719, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.06562950, 0.00548132, -0.00757245, 0.01045602, 0.01066968, -0.00803013, 0E-8, 0.02235450, -0.00160677, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01385767, 0E-8, 0.00031873, -0.00991390, 0E-8, 0E-8, 0E-8, 0E-8, 0.00342775, 0.00086230, -0.00109292, -0.00469550, 0E-8, 0E-8, 0E-8, -0.00174268, -0.01193224, -0.00075028, -0.00478783, 0E-8, 0E-8, -0.01020517, 0.00484298, -0.00734842, -0.00187268, -0.00271077, 0E-8, 0E-8, -0.00868480, -0.00551048, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00072711, -0.00640177, 0E-8, 0E-8, 0E-8, -0.01298405, 0E-8, -0.01030569, 0E-8, 0.01272000, 0.01485313, -0.00157264, 0E-8, 0E-8, 0E-8, -0.00974913, 0.00177606, -0.00340217, 0E-8, -0.01838410, 0.00896434, -0.00522286, 0E-8, 0E-8, 0E-8, -0.01266453, 0E-8, -0.00245987, 0.00004058, -0.01354676, 0E-8, 0E-8, 0E-8, 0E-8, -0.00006151, 0.00814247, -0.02055686, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00299772, 0.04226510, 0.09906577, -0.00924457, 0.00179674, -0.01699491, -0.00591406, -0.00577498, 0E-8, -0.00075702, 0.00833647, -0.00364739, 0E-8, 0E-8, 0E-8, -0.01194015, -0.00163040, 0.01108650, 0.01354157, -0.00663919, 0E-8, 0E-8, 0E-8, -0.01115029, -0.00536285, -0.00151336, 0E-8, 0E-8, 0E-8, -0.00465162, -0.00058101, 0E-8, 0.00185472, -0.01016803, -0.00341479, -0.03159592, 0E-8, 0.00537271, -0.00473790, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00251647, 0.05652847, -0.02125893, 0.00160209, -0.00178526, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00321077, 0.01474965, -0.01265881, 0E-8, 0E-8, 0E-8, 0.00712139, 0.00476017, 0.00496300, 0.00530343, -0.00818512, 0E-8, 0E-8, 0E-8, 0E-8, -0.00003611, 0.00417495, -0.01228311, 0E-8, 0E-8, 0.01936958, 0.02385309, 0.00005084, 0E-8, 0E-8, -0.00256665, 0.01169465, 0.00817573, -0.00194700, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00209186, 0.03081467, 0.01946147, -0.00743631, 0E-8, 0.00667709, 0.01150774, -0.00167861, 0.00751463, -0.00433141, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00446466, 0.00293358, 0E-8, 0.01309936, 0.00419546, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01148703, -0.00575831, -0.00406669, 0E-8, -0.00101498, 0.00565787, -0.00319109, 0E-8, 0E-8, 0.00287032, -0.00395253, 0E-8, -0.00094356, 0.01868960, -0.00635125, -0.00530272, 0E-8, 0.02075540, -0.00252745, 0E-8, 0E-8, 0.01831578, -0.00797676, 0E-8, 0E-8, -0.00316935, -0.00476086, 0E-8, 0E-8, -0.00007179, -0.01343860], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=3.0, baselinePeriod=200.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=ADAUSDT, finalBalance=23339.86200047904719671675000, totalReturn=1.3340, maxDrawdown=0.1605, profitFactor=2.20, totalTrades=229, winCount=96, lossCount=133, winRate=0.4192139737991266, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[-0.00120366, -0.01046611, 0.00021494, 0.01299882, 0.01468235, -0.01483032, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01066057, -0.00432476, -0.00494849, -0.00174256, 0.01198736, -0.01020419, -0.00078699, 0E-8, -0.00009924, -0.02197214, -0.02131375, -0.00899634, 0E-8, 0E-8, 0E-8, 0E-8, -0.00105007, -0.00617123, 0.01302674, -0.00773457, 0.02071793, 0.00554388, 0.03790490, -0.00755573, -0.00964713, 0.01322578, -0.02373695, 0E-8, 0E-8, 0E-8, -0.00194172, -0.01864453, -0.00043026, -0.01196183, -0.00541813, 0E-8, -0.00010452, -0.00056826, 0.01148922, 0.00757716, 0.00436656, -0.01941414, 0.00419725, 0.01926983, 0.02578061, 0.03203149, 0.03499305, -0.03037681, 0E-8, 0.00260235, 0.02232903, 0.06953051, 0.03992170, -0.05960060, 0E-8, 0E-8, 0E-8, -0.01421528, -0.00675527, 0E-8, 0E-8, 0E-8, 0E-8, 0.00469253, -0.03215948, -0.00147000, 0.00670199, -0.00096162, -0.00400400, 0E-8, -0.00259613, -0.01951342, -6E-8, 0.02010632, -0.00658718, 0.06206832, -0.02699085, 0E-8, 0E-8, 0E-8, 0.00578926, -0.01080231, 0.00040034, 0.02363149, 0.00766431, -0.02588244, -0.00463067, 0.04363020, 0.16808366, -0.01295941, 0.54055059, 0.00056952, -0.00481853, 0E-8, 0E-8, 0E-8, 0E-8, 0.00103637, -0.00364587, 0E-8, 0E-8, 0E-8, 0.00293869, 0.01125951, -0.00786612, -0.00004754, 0.00312722, -0.00419342, 0E-8, 0E-8, 0E-8, 0E-8, -0.01491339, -0.01224175, 0.00028218, -0.00052720, 0.00110123, -0.00249935, 0E-8, -0.00280771, 0.01772857, -0.01232919, 0E-8, 0E-8, 0E-8, 0E-8, -0.00435784, 0.00183121, -0.01375120, 0.00866967, 0.02646998, 0.00402493, -0.00166659, 0E-8, 0E-8, 0E-8, 0E-8, -0.00287705, -0.00056427, 0.00206519, -0.01142551, -0.00938241, 0.00074925, 0.00597768, 0.04697255, -0.00120967, 0.00271460, -0.00162435, 0.00591754, -0.01570571, 0.00800936, -0.00799875, -0.00125137, -0.00380487, 0E-8, 0E-8, 0.00004478, -0.00238430, 0.00981909, -0.01033508, 0E-8, -0.01694935, 0.00145857, -0.00048779, -0.00009893, -0.00052106, 0.00139901, -0.00087373, 0.00595583, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00090727, 0.00398718, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01036689, 0.00523476, 0.00220952, -0.00079457, -0.00436889, 0E-8, 0E-8, -0.00518245, 0.01727997, 0.00998181, -0.02687158, 0E-8, 0.00026582, -0.00341921, 0E-8, 0.00768619, -0.00966402, 0.00125492, 0.01786683, -0.01216388, 0E-8, 0.00453465, 0E-8, 0E-8, 0E-8, -0.00353109, 0.00443508, 0.00364856, 0.00551229, -0.00072307, -0.00255888, 0E-8, 0E-8, 0E-8, -0.00019817, -0.00314740, 0.00348374, -0.01102348, 0.00325059, -0.01024341, 0.00177348, -0.00131283, -0.00264575, 0E-8, -0.00349579, 0.00002148, 0.01297294, 0.01320541, -0.00017672, 0.00640733, -0.00876260, 0E-8, 0.00420265, -0.00761160, 0E-8, 0E-8, 0.02005687, 0.00449344, -0.01138905, -0.00332623, -0.00366730, 0E-8, 0E-8, 0E-8, 0.00089791, 0.00311159, -0.00472763, -0.00381718, -0.00118525, 0E-8, 0.00374620, -0.01259708, 0.03028225, -0.02058760, 0.00173783, -0.00647775, -0.00192888, 0E-8, -0.00537226, 0.00871475, -0.01820708, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00638793, 0.01680754, 0.01707700, 0.01215052, -0.01048994, 0.00266740, -0.01074468, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00929150, -0.00075179, 0.00415303, 0.00286709, -0.00388445, 0E-8, 0E-8, 0E-8, -0.00357403, -0.00617624, 0.00189025, -0.00044279, -0.00349860, 0E-8, 0.00018996, 0.03001230, -0.00012769, 0.00014899, 0.00027666, 0.00769994, -0.00847126, 0E-8, -0.00021191, 0.00054862, -0.00071079, -0.00110363, 0.00599775, 0.01329715, 0.00341197, 0.00753006, 0.00760610, 0.05737419, -0.02655279, 0.00031679, -0.00183045, -0.00277523, 0E-8, 0E-8, 0E-8, -0.00768615, -0.01238823, 0E-8, 0.00071693, -0.00531048, 0E-8, 0E-8, 0E-8, 0E-8, 0.00421091, 0.01647074, 0.16781010, -0.01518082, -0.00481138, 0E-8, 0E-8, 0E-8, -0.00079259, 0.00711002, 0.00227875, -0.00393851, 0E-8, 0E-8, 0.00090660, -0.00059053, 0.00648761, -0.00602086, 0E-8, 0E-8, 0E-8, -0.00337782, -0.00087238, -0.00002051, -0.00429445, -0.00261639, -0.00042691, -0.00002711, 0.00202435, 0.00369130, -0.00969584, 0E-8, -0.00115133, -0.00453682, 0.00192055, 0.00978491, 0.02214884, -0.00189857, -0.00109914, -0.00244182, 0E-8, -0.00001769, 0.00460271, -0.00119567, -0.00332499, 0.00079599, -0.00178794, 0.00591650, 0.00208478, -0.00261840, 0E-8, -0.00206034, -0.00250331, -0.00086760, -0.00672600, -0.00832243, 0.00279212, -0.00474304, -0.00574593, -0.00083227, -0.00258498, 0E-8, -0.00333629, -0.00393616, -0.00250320, 0.00334598, 0.00853701, -0.01257548, -0.00080932, -0.00068052, -0.00367406, 0E-8, 0E-8, 0E-8, 0E-8, 0.01075085, 0E-8, 0E-8, 0E-8, -0.00142538, -0.00274916, -0.00020015, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=2.0, baselinePeriod=100.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=SUIUSDT, finalBalance=21286.967198039402786775500000, totalReturn=1.1287, maxDrawdown=0.2039, profitFactor=2.04, totalTrades=227, winCount=94, lossCount=133, winRate=0.41409691629955947, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[-0.00005167, 0.01856585, 0.01516684, 0.05029995, 0.10465677, 0.02060132, 0.00763984, 0.02681914, 0.08868499, 0.05139196, -0.02499741, -0.02126206, -0.01086723, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00470590, -0.00617310, 0E-8, 0E-8, -0.00203949, -0.00425803, 0E-8, 0E-8, 0E-8, 0E-8, -0.00732223, -0.00599476, -0.00164246, 0.00200080, -0.01071031, -0.01261187, -0.00337598, 0E-8, 0E-8, 0.01571817, -0.00646627, 0.00271491, 0.02080742, 0.00087201, -0.01261895, 0.00054351, 0.03839976, 0.05706109, 0.01419526, -0.02802268, -0.00755361, 0.00482612, 0.01136940, -0.00238653, -0.00634863, 0.00097433, -0.00153386, -0.00265769, 0.00216872, -0.00868600, -0.00815858, -0.00861438, 0.00081182, -0.00353003, -0.00002621, -0.00533939, -0.00405456, 0E-8, 0E-8, 0.00094810, -0.00579619, 0.00714665, -0.00561473, 0.00861443, -0.00314838, -0.00283895, -0.00606387, 0E-8, -0.00103343, 0.01285762, -0.00189816, 0.00634711, -0.00523633, -0.00204745, -0.00011346, 0.00779913, 0.00391029, 0.00133492, -0.00597465, -0.00919053, -0.00542474, 0.01025795, -0.00526988, -0.00723624, 0.02954812, 0.00520669, 0.00323091, 0.01099062, 0.17500314, 0.08270621, -0.09457528, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00177332, 0.00326407, -0.00322614, 0.00406257, 0.00129222, -0.00655798, 0.00460609, -0.00025646, 0.00450033, -0.00511801, 0E-8, -0.00569499, 0.00930596, -0.03117513, -0.00463010, 0.02007000, -0.01048877, 0.01073357, -0.01383861, 0E-8, -0.00112317, -0.00411999, 0.02764512, 0.00919760, -0.01497174, 0E-8, 0E-8, 0E-8, 0E-8, -0.00134911, 0.01907690, 0.01636892, -0.01296926, 0.00198904, -0.00929858, 0E-8, 0E-8, -0.00603551, -0.00535879, 0E-8, 0.00028612, -0.01367459, 0.00198600, -0.00435579, 0E-8, 0.03111060, -0.00176469, 0.00364674, -0.02139125, 0.00898431, 0.00128436, 0.01355592, 0.00146256, -0.00449560, 0E-8, 0E-8, 0.00032249, -0.00432024, 0.00798644, -0.01640095, 0E-8, -0.00748017, 0.01335398, -0.02387011, 0E-8, 0E-8, 0E-8, 0E-8, 0.00842463, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01429517, 0.00152885, -0.00208912, -0.00175425, 0E-8, -0.00097504, -0.00097969, -0.02772284, 0E-8, -0.00142301, -0.00971407, 0E-8, 0E-8, 0E-8, 0E-8, 0.00676856, -0.01842585, 0E-8, 0E-8, -0.00547465, -0.00223557, -0.00002491, 0.01700757, -0.02585934, 0E-8, 0E-8, 0E-8, 0E-8, -0.00817947, 0E-8, 0E-8, -0.00002106, -0.01560024, 0.00904399, 0.00444850, 0.00488825, 0.00406513, -0.01179108, 0.00171916, -0.00490963, 0E-8, 0E-8, 0E-8, -0.00460147, 0.00982697, 0.00874067, -0.00412525, 0.00032342, -0.00000647, 0.00640042, 0.01145417, 0.02280847, 0.04783133, -0.04036796, -0.00267404, 0.00278608, -0.00591121, 0E-8, 0.00031659, -0.00994877, -0.00208519, 0.00092406, 0.00468906, 0.03505371, -0.00183942, -0.01825190, -0.01453260, -0.00394377, 0E-8, 0E-8, 0E-8, 0.00272228, 0.00632815, 0.00130758, -0.01468886, -0.00241559, 0E-8, 0.01030745, 0.00057558, 0.14738636, 0.06434705, 0.13741645, -0.07091908, 0E-8, 0E-8, 0E-8, -0.00224841, -0.00454759, -0.00825946, 0E-8, 0E-8, 0.00501180, -0.00347121, -0.00478667, 0.02004152, 0.00018397, -0.00088910, -0.00457735, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00177431, -0.00382935, 0E-8, -0.00894692, 0.00527107, 0.00175866, 0.00738739, -0.00742228, 0E-8, -0.00003101, -0.00079770, 0.00405249, 0.01615342, -0.00358856, 0E-8, 0E-8, 0E-8, -0.00428526, 0.02153398, 0.00317142, -0.00361065, 0E-8, -0.00503554, -0.00309046, 0.00675220, 0.02708693, 0.00382223, -0.01110573, 0E-8, 0E-8, 0.00127693, -0.00189404, -0.00519594, 0.00635128, 0.01663879, -0.01358286, 0.01062648, 0.00177159, -0.01064048, 0E-8, 0E-8, 0E-8, -0.00842422, 0E-8, 0E-8, 0.00737410, -0.01352119, 0E-8, 0E-8, 0E-8, 0E-8, 0.00117268, 0.03091264, 0.05553257, -0.01116723, -0.00466228, 0.00983110, -0.00033455, 0.00369535, 0.00006669, -0.01347556, 0.00274425, -0.00322061, 0E-8, 0E-8, -0.00202830, 0.00049584, -0.00415976, 0.01248475, -0.00288243, 0.00423346, 0.00749384, 0.00009516, -0.00212778, -0.00230566, 0.00560980, -0.00269440, -0.00171965, 0E-8, 0E-8, 0.00318160, 0.00215021, 0.00581731, -0.00320181, -0.00360977, 0.00159577, 0.00550692, -0.00965150, 0.00399313, -0.00166920, -0.00087030, 0E-8, -0.00506289, -0.00318307, 0E-8, -0.00002413, 0.00354675, -0.00263386, 0.00764160, 0.00172669, -0.00262412, 0E-8, -0.00352324, -0.00088117, 0.00035535, -0.01077175, -0.00508075, 0.00532608, -0.00552770, -0.00581808, -0.00059864, -0.00277907, 0E-8, -0.00624591, -0.00648960, 0E-8, 0E-8, -0.00144093, 0.00747369, 0.00791547, -0.01029707, 0.00146050, -0.00567125, 0E-8, 0E-8, 0E-8, 0.00787989, -0.00176343, 0E-8, 0E-8, -0.00117103, -0.00338637, 0.00131762, -0.00085548, 0E-8, -0.00863552], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=2.0, baselinePeriod=100.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=SEIUSDT, finalBalance=18093.1810692975970800277500000, totalReturn=0.8093, maxDrawdown=0.1726, profitFactor=1.82, totalTrades=199, winCount=88, lossCount=111, winRate=0.44221105527638194, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[-0.00004669, 0.01879125, 0.00597672, 0.05386445, 0.10320706, 0.00403845, 0.00218752, -0.00506835, 0E-8, 0E-8, 0E-8, -0.01225633, -0.00925975, -0.00047155, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00004420, 0.00056075, -0.01545579, 0.04921846, 0.09421002, 0.04353349, -0.01196307, -0.06101053, 0.00348699, -0.00390320, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00003827, -0.00162975, -0.00791058, -0.01488070, 0E-8, 0E-8, 0.00378819, -0.00577912, -0.00745675, -0.00591982, -0.00009258, -0.00608833, -0.01539592, -0.00954293, 0E-8, 0.06656895, 0.02543342, 0.07694667, -0.04702053, 0E-8, 0E-8, 0.03860486, 0.02244406, -0.03891320, 0E-8, 0E-8, -0.02439889, 0.00363184, 0.01304914, 0.02072284, -0.00777743, -0.00040719, -0.00264635, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00101151, -0.00527723, 0.01017631, -0.02123555, 0.01093562, 0.00453370, -0.00523536, -0.00666886, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00661851, -0.00382175, 0.00710746, -0.00657533, -0.00012276, -0.00925008, 0E-8, 0.00607699, 0.03030985, -0.02250961, -0.02057628, 0E-8, 0E-8, 0E-8, 0E-8, 0.01268661, -0.02175940, -0.01515792, 0E-8, -0.00019086, 0.00029261, -0.00820926, -0.00406664, -0.00474826, 0E-8, 0E-8, 0.00284911, -0.00555992, -0.00598413, -0.01977782, 0.01071019, -0.00631073, -0.00091180, -0.00287477, 0E-8, 0E-8, 0E-8, -0.00278556, -0.02197044, -0.00857114, -0.00942372, 0.00368162, -0.00163207, 0.00236308, 0.00650738, 0.02218764, -0.01093315, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01180032, 0.02801943, 0.06058086, -0.02947002, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00983607, -0.01636397, 0.00372267, -0.00589418, 0.00330388, 0.01505489, -0.00195974, -0.00460148, -0.00531761, 0.01441250, 0.00806989, -0.00317303, -0.00345705, -0.00280167, 0.01406450, -0.00730472, 0.00198086, 0.00270042, 0.00989121, 0.00362317, 0.00426701, -0.02087330, -0.00117614, -0.00059671, 0.00170979, -0.00370401, 0E-8, 0E-8, 0.02109241, 0.00709067, 0.01729306, -0.02535012, 0E-8, 0E-8, -0.00072342, 0.09024611, -0.01828960, 0E-8, 0E-8, 0E-8, -0.00566781, -0.00349125, -0.01425224, -0.00334986, 0.00967861, -0.01044772, 0E-8, 0E-8, 0E-8, 0.00465655, -0.01331660, 0E-8, 0.02387435, 0.04122979, -0.01151008, 0E-8, 0E-8, -0.00205192, 0.00551340, -0.00517012, 0E-8, 0E-8, 0E-8, -0.00774346, 0.01376975, -0.01223679, 0E-8, -0.01255702, -0.00285517, -0.00937994, -0.00189484, -0.00623295, -0.00182619, -0.00381983, -0.00533728, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01179314, 0.01721457, 0.01015942, -0.00292918, 0.00717089, 0.02948232, 0.00304660, 0.00525721, -0.00748676, 0.00353202, -0.01282178, -0.00449101, -0.00008354, 0.00543069, 0.02836852, 0.00311461, -0.01371037, -0.00363790, -0.00344672, 0E-8, 0E-8, -0.00170405, -0.00465017, -0.00233098, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00261853, 0.00487702, 0.00931051, -0.00667313, -0.00372889, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00086859, 0.00397231, 0.00486965, 0.00777388, -0.00420759, 0.00557737, 0.04981000, 0.05212707, 0.03206385, -0.00055967, 0.00237995, 0.00107076, 0.00892896, -0.00230467, 0.00545159, -0.00352011, 0E-8, 0E-8, 0E-8, -0.01107257, -0.00296198, 0.00741930, 0.00742175, -0.00523435, 0E-8, 0.00251055, -0.01755554, -0.00700008, 0.00983339, -0.00064527, 0.00116224, -0.00577915, 0E-8, 0E-8, 0.01180206, 0.00172966, -0.00156970, 0E-8, 0.00129775, 0.02517805, -0.04385097, 0.00147676, -0.00219966, -0.00094479, -0.00083604, -0.00003261, 0.00327300, 0.01663796, 0.00776507, -0.01924599, -0.00844611, 0E-8, 0.00514705, 0.01028028, -0.00977063, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01420785, 0.13342043, -0.03836599, -0.01159611, 0E-8, -0.00288246, -0.00915675, -0.00531003, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00032941, 0.00210045, 0.00419209, -0.00674806, 0E-8, 0E-8, 0E-8, -0.00356257, -0.00448847, -0.00002218, -0.00291460, -0.00036481, -0.00173321, -0.00199902, -0.00096922, -0.00297250, 0E-8, 0E-8, 0E-8, -0.00217146, 0.00073686, 0.01595942, -0.00067350, 0.01222580, 0.00168689, -0.00764808, 0E-8, -0.00002491, 0.00548721, 0.00103986, -0.00290705, 0.00188867, -0.00296640, 0E-8, 0E-8, 0E-8, 0E-8, 0.00061882, 0.00128417, -0.00101717, 0.00354159, -0.00988707, 0.00470617, -0.00687324, -0.00749601, 0.00133456, -0.00530314, 0E-8, -0.00258244, 0.00575579, 0.00202684, 0.00868590, 0.00867049, 0.00715709, 0.00748690, -0.00094148, 0.00678503, -0.01218773, 0E-8, 0E-8, 0E-8, 0.00881925, -0.00310015, 0E-8, 0E-8, -0.00296500, -0.00238416, -0.00093168, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=2.0, baselinePeriod=100.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=ETHUSDT, finalBalance=20292.1731765555686569245000, totalReturn=1.0292, maxDrawdown=0.1678, profitFactor=1.78, totalTrades=263, winCount=102, lossCount=161, winRate=0.38783269961977185, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, -0.00006757, 0.00407013, 0.01493670, 0.18396755, 0.00457005, -0.00502295, -0.00206094, 0E-8, 0E-8, 0E-8, -0.00786778, -0.00433823, -0.00724767, -0.00011251, 0.00369302, -0.00573847, 0E-8, 0E-8, -0.00007813, -0.00093213, -0.00776713, 0E-8, 0.00451124, -0.00754290, -0.00938194, 0E-8, -0.00600664, 0E-8, 0E-8, 0E-8, 0E-8, -0.01599463, -0.00332632, 0.00388037, 0E-8, 0.00224708, -0.00473946, 0E-8, 0E-8, -0.00103698, -0.00979462, -0.01212188, 0E-8, 0.00203901, -0.00398043, 0.00762757, -0.02662264, -0.02412704, 0.01490234, 0.03136854, 0.00654400, -0.00093012, 0.00483926, -0.01758785, 0E-8, 0E-8, 0.00468474, -0.00866852, -0.00751074, 0.00042981, 0.01927611, 0.08112356, 0.09101487, -0.03540312, -0.03281009, 0E-8, -0.01173993, -0.00185554, -0.00030221, 0.00437906, -0.01274714, 0E-8, 0E-8, 0.02034120, -0.03488862, -0.00481500, -0.00443097, 0E-8, 0E-8, -0.00014217, -0.01966270, 0.00644039, 0.03127550, -0.00799258, 0E-8, 0E-8, 0E-8, 0E-8, 0.00238555, 0.01176990, -0.00680361, -0.00678744, 0.00106940, 0.00965690, -0.00809506, -0.01388115, 0.02183371, 0.04005798, 0.03781082, 0.03870579, 0.04566531, -0.03162635, 0.01192413, -0.00368214, -0.00639723, 0.00254394, -0.00639643, 0E-8, -0.00300576, -0.00930402, -0.00104399, 0.02310160, -0.01729202, -0.00929483, 0E-8, -0.00004982, -0.02141841, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00064446, 0.00666039, -0.03659436, -0.01396483, 0.00094505, 0E-8, 0E-8, 0E-8, 0.00478199, -0.00953510, 0E-8, 0E-8, 0E-8, 0E-8, -0.00341219, 0.00209831, -0.01717277, 0.02955140, 0.08112611, -0.04466339, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01537869, 0.00123941, -0.00029357, -0.00097807, -0.02684938, 0.00937158, -0.01588290, -0.00009346, 0.01431979, -0.00191836, 0.00812461, -0.01586032, 0.02920725, 0.02334244, -0.00271538, -0.00745704, -0.00410783, 0.00198145, -0.00767367, 0.00277374, -0.00193459, 0E-8, -0.01515123, -0.00499522, -0.01598656, 0.00387092, -0.00209711, 0.00074854, -0.00261221, 0E-8, 0E-8, 0.00742983, -0.01225218, 0E-8, 0E-8, 0.00134279, -0.00874396, 0.01310392, 0.12323914, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00377934, 0.00104349, -0.00594069, -0.00834244, 0.00640916, -0.00296784, 0E-8, -0.00006678, -0.00207137, -0.00563722, -0.00857298, 0E-8, -0.00661540, -0.00345001, 0E-8, 0.00975518, -0.01583874, 0.00690812, 0.02076937, -0.02178294, 0E-8, -0.00758649, 0E-8, 0E-8, 0E-8, -0.00880167, 0.00358878, 0.00515338, -0.00995397, -0.01017530, -0.00513501, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01149579, -0.01015448, -0.01327608, 0E-8, 0E-8, 0.00823275, -0.00100075, -0.00794064, -0.00186469, -0.00819661, 0.00625772, 0.01021659, -0.00836357, -0.00698054, -0.00668422, 0.01773147, -0.01214893, -0.00016738, 0.00280129, 0.11864643, 0E-8, 0E-8, -0.00523342, -0.00696157, -0.00146189, 0E-8, 0E-8, 0.00070906, 0.00335165, -0.00079424, -0.00464488, -0.00190726, 0E-8, 0.00692301, -0.02429995, 0.05402363, -0.03357526, 0E-8, 0E-8, 0.00106168, -0.00437794, 0E-8, -0.00049706, -0.02833048, -0.00006856, 0.00254078, 0.00076714, 0.00491148, 0.00437117, -0.02805769, 0.07225584, 0.22178547, -0.01200085, -0.00228820, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00730712, -0.00550087, 0E-8, -0.01115600, -0.00060335, 0.00098710, 0.00329509, -0.00375882, 0E-8, -0.00005025, -0.00962455, 0.01027374, 0.01179135, 0.00979506, -0.00651869, -0.00989382, -0.00005538, -0.01442870, -0.00201365, 0E-8, 0E-8, 0E-8, -0.00355517, 0.00933566, -0.01903544, 0.00616330, 0.00113151, -0.00137324, 0E-8, -0.00621510, -0.00817585, 0.00143304, -0.00838441, 0.00832356, 0.05417619, -0.02438177, 0.00134380, 0.00008773, 0.00083965, -0.00283844, 0E-8, 0E-8, -0.00309805, -0.01052076, 0E-8, 0.01285795, -0.02171451, 0E-8, -0.00011042, -0.01403179, -0.00830834, 0.00203337, 0.05905502, 0.12008833, -0.03074320, -0.01011111, 0E-8, -0.00578647, 0.00858809, 0.02191224, 0.01814070, -0.00889128, 0.03844988, 0.01159023, -0.03325547, 0.00243398, -0.01084942, -0.00471501, 0.00433806, 0.00355834, -0.00127090, 0.00001799, -0.00441065, -0.01329074, 0E-8, -0.00084244, 0.00033488, -0.00148958, -0.00004193, -0.00354462, -0.00423460, 0.01012891, 0.02688766, 0.00379181, 0.00978463, 0.02971033, 0.05856677, -0.03102308, 0.00555898, 0.00250393, -0.00433317, -0.00067062, 0.00597406, -0.00197892, 0.00212565, 0.01239543, 0.00680493, 0.00643482, 0.00077880, 0.00397339, -0.00170139, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01045483, 0.00693872, -0.01085677, -0.00859086, -0.00105813, -0.00016061, -0.00093662, 0E-8, 0.00069438, -0.01480034, 0E-8, 0E-8, 0E-8, -0.00021004, 0.00365651, -0.00247267, -0.00470446, 0E-8, 0E-8, 0E-8, 0.01417301, 0E-8, 0E-8, -0.00070761, 0.00072583, 0.00308482, 0.00036723, 0.00710046, -0.00404539, -0.00494019], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=2.0, baselinePeriod=100.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=AVAXUSDT1h, finalBalance=16008.8861028025432336647500, totalReturn=0.6009, maxDrawdown=0.1350, profitFactor=1.55, totalTrades=220, winCount=102, lossCount=118, winRate=0.4636363636363636, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, -0.00004612, 0.00064660, 0.01907644, 0.08135983, 0.00809299, -0.00347435, -0.00337943, 0E-8, 0E-8, 0E-8, -0.00993349, -0.00636856, -0.00062726, 0.00384040, 0.01261522, -0.00716339, -0.00167320, 0E-8, -0.00007138, -0.02094609, -0.01405101, 0.01496399, 0.01609829, -0.01424768, 0E-8, 0E-8, 0.00723132, -0.00417239, 0.03747793, -0.01265010, 0.02273397, -0.01130306, -0.01370041, 0E-8, 0E-8, -0.00693227, -0.00550587, 0.00088275, 0.01185332, 0.02022997, -0.02644691, -0.00580214, -0.00606328, 0.00743790, -0.00814759, 0E-8, -0.00006814, -0.01092141, 0.03946990, 0.03266971, -0.01336620, 0E-8, 0E-8, -0.00006098, -0.02141641, -0.00421446, 0.01576761, -0.03186310, 0E-8, 0E-8, 0.00928733, 0.02716721, 0.03588866, -0.03213427, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01597226, -0.00888804, 0.00911574, -0.04674767, 0.00519261, 0.00091952, -0.00008130, -0.00410851, -0.00010296, -0.01721973, -0.00082725, 0.01629646, -0.02353526, 0E-8, -0.00051261, -0.00592083, 0E-8, 0E-8, -0.00313497, 0.01808005, -0.00609762, 0.00851837, 0.02998799, -0.03395454, -0.01537417, 0.03086003, 0.02533619, 0.04008824, 0.01895718, 0.12315699, 0.00374508, 0.02118499, -0.00124796, -0.00968353, -0.00117447, 0E-8, 0.00349673, -0.00610774, -0.00289589, 0E-8, 0.00197002, 0.00673530, -0.01493419, -0.00766121, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.01683717, -0.00409303, -0.00919602, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00635208, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01088162, 0.03154855, 0.04968196, -0.03470121, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00224561, -0.01574369, 0.00403065, -0.00499839, 0E-8, 0E-8, -0.00479774, -0.00999987, 0E-8, 0.01288248, 0.00989955, -0.00473669, 0.00395029, -0.00791929, 0.02483790, -0.01595069, 0.00114257, -0.00172271, 0.01140044, -0.00706107, 0.00261016, -0.02454226, 0.00027408, -0.00412993, 0E-8, 0E-8, 0E-8, 0.00768299, 0.00181240, 0.00244098, 0.00928226, -0.01061154, 0E-8, 0.00600224, 0.01675560, 0.02097476, -0.00316139, 0E-8, 0E-8, 0E-8, -0.00260827, -0.00612841, 0.00101383, 0.00538443, -0.00743717, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.01255699, 0.00312312, -0.00879525, 0E-8, -0.02152494, 0E-8, 0E-8, 0.00754365, -0.02348001, -0.01283727, -0.00224910, -0.00652823, 0E-8, -0.00507939, 0.01889456, -0.01449265, 0E-8, -0.00687550, 0.00302607, 0.00640462, 0.01660481, -0.00452026, -0.00587358, 0E-8, 0E-8, 0E-8, -0.00697527, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.04692165, 0.05414617, -0.02748764, 0E-8, 0.00539968, 0.00192681, 0.00732054, 0.00382880, -0.00542890, -0.00580581, -0.01855968, -0.00350824, 0.00157527, 0.01374485, 0.05399374, 0.00559549, -0.01589236, -0.00407708, 0.00784421, 0.00307112, -0.01130162, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00922861, -0.01334217, 0.00728219, 0.00059851, -0.00400118, 0.00683339, -0.00017733, -0.00984915, -0.00434269, 0.01384398, -0.02399086, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00629955, 0.00173206, 0.06077062, -0.01011468, 0E-8, -0.00002720, -0.00119154, -0.00998719, 0E-8, 0E-8, 0E-8, 0E-8, 0.00377042, -0.00009289, -0.00613215, -0.01196448, -0.00262494, 0.01066889, 0.00556084, -0.00635562, 0E-8, 0E-8, 0E-8, -0.00150912, 0.00891717, 0.00109894, -0.00522605, 0E-8, 0E-8, -0.00943915, -0.01099817, 0E-8, 0E-8, 0E-8, 0.00288440, -0.00691433, 0.01876628, 0.03863863, 0.00220640, -0.00394759, -0.00529435, 0.00684189, 0.00177473, 0.01475110, -0.00108021, 0.02568573, 0.04180429, -0.03517910, -0.01187829, -0.00310920, -0.00287254, 0E-8, 0E-8, 0E-8, -0.01247952, 0E-8, 0E-8, 0.00124979, -0.00609774, 0E-8, 0E-8, 0E-8, 0E-8, 0.00307011, 0.02156675, 0.08422760, -0.01517058, -0.00770887, 0E-8, 0E-8, -0.00627627, -0.00218871, 0.00061925, -0.00402427, 0.01201194, 0.01044895, -0.01248249, 0.00570681, -0.00229754, 0.01384013, -0.01166764, -0.00568790, 0.01084247, 0.01118362, 0.00553048, -0.00285646, 0E-8, -0.00034681, -0.00025010, -0.00157163, -0.00004012, -0.00283823, -0.00444379, 0.00929391, 0.01031558, -0.01169669, -0.00710592, 0.00186044, 0.00759031, -0.00605741, -0.00562844, 0E-8, 0E-8, 0.00269283, 0.00548425, -0.00040553, -0.00481232, -0.00003367, 0.01412718, -0.00553690, 0.00868286, 0.00352585, -0.00441098, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00991580, 0.01174011, -0.00590572, -0.00004358, -0.00062047, -0.00229858, -0.00225341, -0.00147582, 0.04191456, 0.00656252, -0.00940450, 0.00018994, -0.00393805, -0.01268795, -0.01193578, -0.00332638, 0.00670076, 0.00198733, -0.00299645, 0E-8, 0.00305665, -0.02376315, -0.01534854, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=2.0, baselinePeriod=100.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=ALGOUSDT, finalBalance=19139.7830420239287417587500, totalReturn=0.9140, maxDrawdown=0.1524, profitFactor=2.43, totalTrades=163, winCount=78, lossCount=85, winRate=0.4785276073619632, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0.00259450, 0.00091812, 0.02002854, 0.01308398, 0.09641222, -0.05745926, 0.00201224, -0.00085196, 0.00414163, 0.00036393, 0.00042443, -0.00054547, -0.00254689, 0.00273578, -0.00060629, -0.00115266, -0.00393189, -0.00422561, -0.00124810, 0.00417561, 0.00818933, 0.02356754, 0.00612014, 0.03899001, -0.01765594, -0.01460329, -0.00920357, 0.00153956, 0.00322980, 0.00222882, 0.00096172, 0.01562959, -0.00279801, -0.00561172, 0.02212312, -0.02433630, 0.00035445, -0.01170163, -0.00552037, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00160965, -0.00206646, -0.00510160, 0.00244488, -0.00206727, 0.00467301, 0.00512473, -0.00084977, -0.00155923, 0.00201074, 0.00334143, -0.00568604, 0.00067945, 0.00638847, -0.00877897, -0.00312590, -0.00441323, 0.00119681, 0.03260379, 0.01331707, -0.00543809, -0.01731479, -0.00092736, -0.00139233, 0.01719606, 0.00280715, 0.02096927, -0.00456413, -0.01719397, 0.01108002, -0.01207210, -0.00395134, -0.00042853, 0.00982172, -0.00599782, -0.00244622, -0.00490444, -0.00454439, -0.00653681, -0.00526386, -0.00055985, 0E-8, 0.00543560, 0E-8, -0.00291058, -0.01605833, -0.00182416, 0E-8, 0E-8, 0E-8, 0.00551483, -0.00145432, -0.01139197, -0.02519179, -0.00027975, 0.00573654, 0.01265952, 0.03027024, 0.00939196, 0.01325957, 0.00473119, -0.00310890, -0.00281395, 0.02977638, -0.00858487, 0.02249608, -0.00113498, 0.01284858, -0.01579226, 0.02981161, 0.04971005, -0.01512049, 0E-8, -0.02456421, 0.04482974, -0.00748003, 0.06878404, 0.04739935, -0.00619047, -0.00374323, 0.01031954, -0.00273305, 0.00181434, 0.00324850, -0.00212078, -0.00134096, 0.00209014, 0.00223070, -0.00388140, -0.00660116, 0.00359731, 0.00313636, 0.00176179, 0.00346784, -0.00828580, -0.00107599, 0.00300858, 0.03494708, -0.03873777, 0.00497233, -0.00978428, -0.01179456, -0.00292150, -0.00390516, 0.00035766, -0.00350199, 0E-8, 0E-8, -0.00842768, -0.00018510, 0.03287349, 0.01098491, -0.00760589, -0.00462284, 0.00843309, -0.00048479, -0.01453572, 0.00378210, -0.00307901, -0.00474577, 0.00113533, 0.01571242, -0.00676130, 0.00720493, 0.04597918, 0.00761236, -0.01767295, -0.02005093, -0.01395209, -0.00476411, -0.00053988, -0.00332504, 0.00249307, -0.00183812, -0.00055835, 0.00094680, -0.00213130, -0.00277276, 0.00221375, 0.00219119, -0.00090130, 0.00952884, 0.02926816, -0.03010421, -0.00082411, 0.00078061, 0.00157471, 0.00139591, -0.00115919, -0.00205664, -0.00259228, -0.00024285, 0.00004782, -0.00382544, 0.00278410, 0.00416455, 0.00347990, 0.00814401, -0.00702551, -0.00133844, -0.01284391, -0.01184734, 0.00127787, 0.00337293, 0.00853390, -0.01228648, -0.00584271, 0.01932590, -0.01894029, 0.00215653, 0.00088043, -0.01509906, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00023177, -0.00053367, -0.00142388, -0.00047530, -0.00202100, 0.00708783, -0.00153770, 0.00608918, -0.01105681, -0.00852427, -0.00383402, 0E-8, 0.00065050, 0.01547747, 0.01983774, 0.01655968, -0.02544080, 0.00252473, 0.01955220, 0.00062876, 0.00754040, -0.00956285, -0.01103880, -0.01291165, -0.00229882, -0.00402090, -0.00364522, -0.00334447, -0.00668254, -0.00605291, 0.00681377, 0.00367765, 0.00201903, 0.00261199, 0.00320066, -0.00170652, -0.00676341, 0.00209522, 0.00649654, -0.00029676, -0.00081634, 0.00442496, -0.00930876, 0.00488481, -0.00327723, 0.01389584, -0.00272726, -0.00641607, 0.01058607, -0.01400611, 0.00127915, -0.00256845, 0.00939894, 0.00672491, 0.00436769, 0.00375181, 0.00524613, -0.01041600, -0.01619894, -0.00252881, -0.00063316, 0.00459329, 0.00099855, -0.00337410, -0.00306720, 0.00625582, -0.00078136, 0.00397786, -0.00152389, -0.01155077, 0.00184615, 0.00259488, 0.00468871, -0.00178125, 0.00275737, 0.00564346, -0.00385543, 0.00017202, 0.00073094, -0.00029936, 0.01790842, 0.02804314, -0.00419664, 0.00191560, -0.01644269, 0.00622049, 0.01101175, 0.00637435, -0.01628783, 0.00840612, -0.01012656, 0.01298041, 0.00037453, -0.00055648, 0.01190730, -0.00394040, 0.00556311, -0.00835996, 0.01310403, 0.00932231, -0.00325984, -0.00109017, 0.00254650, 0.01941308, -0.00312264, 0.01498125, 0.00371232, -0.00750926, -0.00440414, 0.00351621, 0.00791201, -0.00831786, 0.01058828, -0.00987878, -0.01305683, 0.01219421, 0.00147750, -0.00226972, -0.00034123, 0.00011378, 0.00337156, 0.02143885, 0.10334539, 0.00138499, 0.04183787, 0.13474419, 0.02515269, -0.01112659, 0.03548640, 0.03761371, -0.04779657, 0.03130185, 0.00519535, -0.03536340, -0.01984417, 0.00076432, -0.00007006, -0.00231226, -0.00305504, -0.00066924, 0.00528700, 0.00511895, -0.00488358, 0.01144889, 0.00456586, -0.00419991, -0.00063553, -0.00289062, 0.00499451, -0.01743518, 0.00117919, 0.00218319, -0.00303905, -0.00020994, 0.00186854, -0.00217882, -0.00175154, -0.00513006, 0.00099071, -0.00307448, 0.00415665, -0.00108685, 0.00596080, -0.01865765, -0.00212648, 0.00452970, -0.00356036, -0.00311014, -0.00768559, 0.00018650, 0.00045285, -0.00274575, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0.00072405, -0.00153910, -0.00187476, -0.00254094, -0.00433490, -0.00294703, -0.00035827, -0.00520349, 0E-8, 0.00296146, -0.00228151, 0.00094658, -0.00355082, -0.00252112, -0.00215305, -0.00140719, 0.00434664, -0.00256823, -0.00116283, 0.00906400, 0.00280191, -0.00378022, 0.00470197, -0.00320208, 0.00074131, -0.00427998], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=1.0, baselinePeriod=20.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=HBARUSDT, finalBalance=18665.83683698412843970380000, totalReturn=0.8666, maxDrawdown=0.1812, profitFactor=2.27, totalTrades=170, winCount=72, lossCount=98, winRate=0.4235294117647059, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, -0.01333152, -0.00575553, -0.00254206, -0.00433146, -0.01311219, 0.00196903, -0.00361529, 0.00614270, -0.00170586, -0.00052463, -0.00091483, -0.00409797, 0.00296931, -0.00130744, -0.00165946, 0.00149825, -0.00583445, 0E-8, -0.00309987, 0.00620976, -0.01325801, 0.00339856, 0.02125760, -0.01109451, -0.00364060, -0.01799737, 0.00153371, 0.00965503, 0.00286272, -0.00037274, 0.01750476, -0.00827457, 0.00437213, -0.00552748, -0.00049398, 0.00208279, -0.00003523, -0.00602422, -0.00469173, 0E-8, 0E-8, 0E-8, 0E-8, -0.00402046, -0.00106132, -0.00767688, 0.00353707, -0.00620774, 0.01187467, 0.00152031, 0.01584414, -0.00401600, 0.02259903, 0.00944506, 0.02434554, -0.00789275, 0.02029041, 0.00385002, -0.00913692, -0.00369225, 0.00228424, 0.01881884, 0.01909893, -0.01661354, -0.01218599, 0.00766347, -0.00843990, 0.01337559, 0.00581497, 0.01413218, -0.00515785, -0.00536651, 0.01024223, -0.01700682, 0.01574528, 0.00068014, -0.03117309, 0E-8, 0E-8, 0E-8, -0.00333638, -0.00879421, -0.00363989, -0.00144681, 0E-8, 0.00207212, 0E-8, -0.00457089, -0.00505106, 0.00015955, 0.00367800, 0.00301503, 0.00584255, 0.03171015, -0.00213930, 0.00224976, 0.02352872, -0.01272212, 0.02639264, 0.00002420, 0.04945552, -0.00646068, -0.01168395, -0.02663288, 0.00452523, 0.01036645, 0.01073122, 0.00193449, 0.04693902, 0.08154431, -0.05389382, -0.00612514, 0.04180905, 0.03036602, -0.01206422, -0.00269334, -0.03694332, 0.02537401, -0.00153999, 0.03159196, 0.03249555, -0.01188619, 0.01145323, 0.08116155, -0.02820946, -0.03710573, -0.00437220, -0.00281433, -0.00019568, 0.00359298, -0.00061191, 0.00035272, -0.00075744, -0.00383448, 0.00015764, 0.00133975, 0.00214388, -0.00248376, -0.00354425, -0.00958097, 0.02878553, -0.02208692, -0.00103564, 0.00210865, 0.00569074, 0.00029221, 0.00365857, 0.00010806, 0.00286509, -0.00244570, 0.00178027, 0.00054165, 0.00167183, -0.01335427, 0.00599128, -0.00284573, -0.00140414, 0.00316590, -0.00102965, 0.01965147, 0.00703678, -0.00659578, -0.00283497, -0.01116112, -0.00655780, 0.00005987, 0.00330950, 0.00175658, 0.00425117, -0.01502630, -0.01340694, 0.00328722, -0.00614353, -0.00109003, -0.00266305, 0E-8, 0E-8, 0E-8, 0.00169045, -0.00140141, -0.00192039, 0.00142680, 0.00056155, -0.00371529, -0.00019354, 0.02511797, -0.02309166, 0.00028928, -0.00178308, -0.00135256, -0.00149172, 0.00117246, -0.00068841, -0.00098563, -0.00398363, -0.00554441, 0.00267899, 0.00029197, -0.00234863, -0.00212963, 0.00117076, -0.00963519, -0.00461923, -0.00401355, -0.00412139, 0.00222700, 0.00179023, 0.02186646, -0.01056306, -0.00330400, 0.01111571, -0.03961282, 0.00058074, -0.00375187, -0.01572604, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00215576, -0.00096608, 0.00212997, 0.00445901, -0.00086649, 0.00520428, -0.00563756, 0.00584754, -0.00805464, 0.00186783, 0.00744625, 0.00015514, 0.00027699, 0.00705104, 0.00891768, 0.00308175, -0.00854600, 0.00290578, 0.02116939, -0.00194890, 0.01817760, -0.00819174, -0.00671064, -0.00558653, -0.00028211, -0.00127241, 0.00308747, 0.01021132, 0.02223395, -0.01206651, -0.00970529, -0.00004379, -0.00104002, 0.00117627, -0.00075893, -0.00183305, -0.00234490, -0.00134202, 0E-8, 0E-8, 0E-8, -0.00050961, 0.00224546, 0.01861813, -0.01953277, 0.06684763, -0.02409326, -0.00998745, 0.02916890, -0.02657998, -0.01040938, -0.03339543, 0.00228502, 0.00288518, 0.00166962, 0.00338496, 0.00201901, -0.00436783, -0.00004884, 0.01907374, 0.00793054, 0.00531335, 0.00419391, -0.00728524, 0.00374020, -0.02330428, -0.00744765, -0.00317317, 0E-8, -0.00938739, 0.00339886, 0.00089313, 0.00423313, -0.00307967, 0.00410185, 0.00448663, -0.00414007, 0.00134864, 0.00092054, -0.00389576, 0.01859868, 0.03022839, -0.00908806, -0.00350731, -0.01094329, 0.00615596, 0.00668744, 0.00270335, -0.01425087, 0.00240459, -0.00649122, 0.01554718, -0.00761857, -0.00368375, 0.01134716, -0.00762377, 0.01126856, -0.01178165, 0.01554612, 0.01128428, 0.00219711, -0.00938499, 0.01320297, 0.04271184, 0.00118947, 0.01921706, 0.00326555, -0.01648192, -0.00073778, 0.00386038, 0.00336221, 0.00009387, -0.00585897, -0.00285369, 0.04635528, -0.01538851, 0.00059351, -0.00336121, 0.01952109, -0.00369714, 0.03925703, 0.03420344, 0.09434679, -0.00601099, 0.08392774, 0.03886876, -0.02207485, 0.01237882, 0.03919981, 0.06673298, -0.02343908, 0.02300505, 0.02922591, -0.04505560, 0.00075959, 0.00487837, -0.00157638, -0.01251541, -0.00628806, 0.00000718, -0.00190146, -0.00302969, 0.00024769, 0.00133178, 0.00163321, -0.00170319, -0.00006671, -0.00059434, 0.00105520, -0.00559271, -0.00415910, -0.00155710, 0.00031030, 0.00090351, 0.00318898, -0.00285901, -0.00383268, -0.00620309, 0.00122183, -0.00218028, 0.00516928, -0.00223587, 0.00802730, -0.00306899, 0.00486322, -0.02031154, -0.00197874, -0.00249835, -0.00215856, 0E-8, 0E-8, 0.00107769, 0.00082665, 0.00048586, 0.00110140, 0.00229732, -0.00799974, 0.01016196, -0.01028363, 0.00683542, -0.00608283, -0.00440838, -0.00579678, -0.01020522, -0.00287343, -0.00386034, 0E-8, 0E-8, -0.00002156, -0.00130509, 0.00088298, 0.00551584, -0.00749540, 0.00174780, -0.00450650, -0.00100534, -0.00443710, -0.00180172, 0.01088162, 0.00431775, -0.00736194, 0.00592066, -0.00676056, -0.00583930, 0.00064238], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=1.0, baselinePeriod=20.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=XLMUSDT, finalBalance=16470.86952984008022332660000, totalReturn=0.6471, maxDrawdown=0.1465, profitFactor=1.94, totalTrades=177, winCount=83, lossCount=94, winRate=0.4689265536723164, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, 0E-8, -0.00115591, 0.00692921, 0.02937730, -0.02455492, 0.00581267, 0.00716708, -0.00082496, 0.00020083, -0.00029003, -0.00171837, -0.00406859, 0.00109987, -0.00507480, -0.00163615, -0.00533007, 0.00076618, 0.00162689, 0.00357729, -0.00607637, -0.00469054, -0.00188506, -0.00485373, 0.00050278, 0.00445935, 0.00907831, 0.00309358, 0.00350606, 0.00048376, 0.00612464, 0.01067957, -0.00834771, -0.01049584, 0.03127273, -0.01679360, -0.00293454, -0.00659097, -0.00145401, -0.00511163, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00013474, -0.00118126, 0.00676333, -0.00697486, -0.00369676, -0.00285707, -0.00485766, 0E-8, 0E-8, -0.00550625, -0.00358412, -0.00079549, -0.00775277, 0E-8, -0.00505802, -0.00335955, -0.00520095, 0.01702121, -0.00578388, -0.00585879, -0.00078854, 0.00029074, 0.00349874, 0.00557224, 0.00784426, -0.01485236, -0.00594353, 0.01020817, -0.01270345, -0.00228357, -0.00476581, -0.00280799, -0.00681745, -0.00379729, 0E-8, 0E-8, -0.00087885, 0.00642423, -0.00569238, 0.00818046, -0.00793033, 0.00376868, -0.00050060, -0.01358567, -0.00062608, 0.00471134, 0.00398122, -0.00218195, 0.01482871, -0.00895576, -0.00210630, -0.01720203, 0.00146243, 0.01831357, 0.00098259, 0.09905818, -0.01409632, -0.01587203, -0.00802661, 0.00109011, 0.01561927, 0.03610226, 0.07595415, -0.01336977, 0.00188904, -0.00339540, -0.00269302, 0.00290519, 0.04876230, 0.04366501, -0.05748830, 0.00569892, -0.00428541, 0.00101138, -0.00338300, -0.00017804, 0.00096594, -0.01548504, -0.00041672, 0.00368620, 0.00316164, 0.00529711, -0.00353722, -0.00160180, 0.00804061, 0.01231832, -0.01330590, 0.00156030, -0.00098554, 0.00101738, 0.00024175, -0.00305323, 0.01405147, -0.01388758, 0.00410373, 0.03399252, -0.03143960, 0.00492534, 0.00486049, -0.00874708, -0.01451031, -0.00455655, 0.00005649, -0.00262012, 0E-8, 0E-8, -0.00727382, 0.00969071, 0.05503833, 0.01514524, 0.01122072, -0.01883368, 0.01433339, 0.00157354, -0.02394546, 0.00844756, -0.00208700, -0.00778812, -0.00069174, 0.01263916, -0.00659216, 0.00588161, -0.00416703, -0.00027975, -0.00415245, -0.00225486, -0.01141269, 0.00555254, 0.00028896, 0.00363757, -0.00334152, 0.00204483, 0.00031140, 0.01757867, -0.01067600, -0.00319347, 0.00107585, 0.00280081, -0.00688838, -0.01259199, 0.00927222, -0.01400287, 0.00024754, 0.00179559, 0.00108913, 0.00101590, -0.00002339, 0.00142696, -0.00291373, -0.00456405, 0.00276583, 0.00730016, 0.00149544, -0.00531142, -0.00356384, -0.01126494, 0E-8, 0E-8, 0E-8, -0.00283827, -0.00037947, 0.00386915, 0.03489637, -0.01220843, 0.00441517, 0.04297853, -0.08116915, -0.00298196, 0.00100379, -0.01352766, 0E-8, 0E-8, -0.00380393, 0.00753077, 0.00073920, -0.00007387, 0.00381397, -0.00172143, -0.01870825, -0.00152556, -0.00056232, -0.00370798, 0.00269438, -0.00127571, 0.00850551, -0.00323856, -0.01230305, -0.00279133, 0.00582571, 0.01694108, 0.00665328, 0.00463841, -0.01727579, 0.00571382, 0.01207417, -0.00432397, 0.00526530, -0.00805158, -0.00865518, -0.01926827, 0.00083598, -0.00013004, 0.00324153, 0.02596797, 0.00964690, -0.01398425, 0.00899117, 0.00114502, 0.00369256, 0.01042918, -0.00209438, -0.01016815, 0.00285897, -0.00097464, -0.00328286, -0.00100817, 0.00217361, -0.00572568, -0.01307326, 0.04334090, -0.01231688, 0.04716222, 0.01224019, -0.01694479, 0.01446189, -0.02096275, -0.00308950, -0.03464664, 0.00197678, 0.00437855, -0.00029100, 0.00362250, 0.01105775, -0.01538548, 0.00670426, 0.03632081, -0.00320357, 0.03166038, -0.00305212, 0.00327156, -0.00195270, 0.01045493, -0.00053079, 0.00821298, -0.00129833, -0.01071963, -0.00117257, -0.00234402, -0.00436118, 0.00122761, 0.00274835, 0.00774481, -0.00598368, -0.00082771, 0.00080015, -0.00392034, 0.02669637, 0.04059008, -0.01155364, -0.00064341, -0.02095125, -0.00186322, 0.01682771, 0.01179773, -0.01147339, -0.00477758, -0.00367870, 0.00199377, 0.00363357, -0.00743181, -0.00760942, 0.00047405, 0.00173048, -0.00457923, -0.00649871, 0.00508717, -0.00043384, -0.00014467, 0.00335402, 0.01691976, 0.00229012, 0.01157366, -0.00166735, -0.00393229, -0.00257140, 0.00201977, 0.00074493, -0.00560774, -0.00407471, 0.00090447, -0.01563502, -0.00432090, -0.00264988, 0.00261071, 0.01102315, -0.00696548, 0.01175355, 0.01798516, 0.04789497, 0.16051054, 0.04023227, 0.06703141, 0.00963802, -0.00746855, 0.01978923, 0.02027031, -0.04582015, 0.01956712, 0.03043653, -0.04395592, 0.00051614, 0.00361961, 0.00207518, -0.00715964, 0.00093285, -0.00233520, 0.00773729, 0.01281802, -0.00996045, 0.02023879, 0.00818145, -0.00336560, -0.01808423, 0.00006927, -0.00342705, 0.00479425, 0.01454088, -0.01453453, 0.00244331, -0.00085103, 0.00108684, 0.00030010, -0.00826365, -0.00740882, 0.00077578, -0.00125690, 0.00577521, -0.00178990, 0.00462438, 0.00027222, 0.00712644, -0.01841057, -0.00185147, -0.00264556, -0.00183741, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00081935, 0.00190352, 0.00097374, -0.00185686, -0.00429387, 0.00202276, -0.00078153, -0.00327940, -0.00341067, -0.00865634, -0.00434770, -0.00053367, -0.00332640, -0.00684805, -0.00436283, -0.00002603, -0.00061758, 0.00908085, -0.00759788, 0.00050315, -0.00437657, -0.00158479, -0.00331980, 0.00015362, -0.00391966, -0.00006473, -0.00332457, 0.00190858, -0.00340457, -0.00422906, 0.00097924], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=1.0, baselinePeriod=20.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=XLMUSDT, finalBalance=16470.86952984008022332660000, totalReturn=0.6471, maxDrawdown=0.1465, profitFactor=1.94, totalTrades=177, winCount=83, lossCount=94, winRate=0.4689265536723164, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, 0E-8, -0.00115591, 0.00692921, 0.02937730, -0.02455492, 0.00581267, 0.00716708, -0.00082496, 0.00020083, -0.00029003, -0.00171837, -0.00406859, 0.00109987, -0.00507480, -0.00163615, -0.00533007, 0.00076618, 0.00162689, 0.00357729, -0.00607637, -0.00469054, -0.00188506, -0.00485373, 0.00050278, 0.00445935, 0.00907831, 0.00309358, 0.00350606, 0.00048376, 0.00612464, 0.01067957, -0.00834771, -0.01049584, 0.03127273, -0.01679360, -0.00293454, -0.00659097, -0.00145401, -0.00511163, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00013474, -0.00118126, 0.00676333, -0.00697486, -0.00369676, -0.00285707, -0.00485766, 0E-8, 0E-8, -0.00550625, -0.00358412, -0.00079549, -0.00775277, 0E-8, -0.00505802, -0.00335955, -0.00520095, 0.01702121, -0.00578388, -0.00585879, -0.00078854, 0.00029074, 0.00349874, 0.00557224, 0.00784426, -0.01485236, -0.00594353, 0.01020817, -0.01270345, -0.00228357, -0.00476581, -0.00280799, -0.00681745, -0.00379729, 0E-8, 0E-8, -0.00087885, 0.00642423, -0.00569238, 0.00818046, -0.00793033, 0.00376868, -0.00050060, -0.01358567, -0.00062608, 0.00471134, 0.00398122, -0.00218195, 0.01482871, -0.00895576, -0.00210630, -0.01720203, 0.00146243, 0.01831357, 0.00098259, 0.09905818, -0.01409632, -0.01587203, -0.00802661, 0.00109011, 0.01561927, 0.03610226, 0.07595415, -0.01336977, 0.00188904, -0.00339540, -0.00269302, 0.00290519, 0.04876230, 0.04366501, -0.05748830, 0.00569892, -0.00428541, 0.00101138, -0.00338300, -0.00017804, 0.00096594, -0.01548504, -0.00041672, 0.00368620, 0.00316164, 0.00529711, -0.00353722, -0.00160180, 0.00804061, 0.01231832, -0.01330590, 0.00156030, -0.00098554, 0.00101738, 0.00024175, -0.00305323, 0.01405147, -0.01388758, 0.00410373, 0.03399252, -0.03143960, 0.00492534, 0.00486049, -0.00874708, -0.01451031, -0.00455655, 0.00005649, -0.00262012, 0E-8, 0E-8, -0.00727382, 0.00969071, 0.05503833, 0.01514524, 0.01122072, -0.01883368, 0.01433339, 0.00157354, -0.02394546, 0.00844756, -0.00208700, -0.00778812, -0.00069174, 0.01263916, -0.00659216, 0.00588161, -0.00416703, -0.00027975, -0.00415245, -0.00225486, -0.01141269, 0.00555254, 0.00028896, 0.00363757, -0.00334152, 0.00204483, 0.00031140, 0.01757867, -0.01067600, -0.00319347, 0.00107585, 0.00280081, -0.00688838, -0.01259199, 0.00927222, -0.01400287, 0.00024754, 0.00179559, 0.00108913, 0.00101590, -0.00002339, 0.00142696, -0.00291373, -0.00456405, 0.00276583, 0.00730016, 0.00149544, -0.00531142, -0.00356384, -0.01126494, 0E-8, 0E-8, 0E-8, -0.00283827, -0.00037947, 0.00386915, 0.03489637, -0.01220843, 0.00441517, 0.04297853, -0.08116915, -0.00298196, 0.00100379, -0.01352766, 0E-8, 0E-8, -0.00380393, 0.00753077, 0.00073920, -0.00007387, 0.00381397, -0.00172143, -0.01870825, -0.00152556, -0.00056232, -0.00370798, 0.00269438, -0.00127571, 0.00850551, -0.00323856, -0.01230305, -0.00279133, 0.00582571, 0.01694108, 0.00665328, 0.00463841, -0.01727579, 0.00571382, 0.01207417, -0.00432397, 0.00526530, -0.00805158, -0.00865518, -0.01926827, 0.00083598, -0.00013004, 0.00324153, 0.02596797, 0.00964690, -0.01398425, 0.00899117, 0.00114502, 0.00369256, 0.01042918, -0.00209438, -0.01016815, 0.00285897, -0.00097464, -0.00328286, -0.00100817, 0.00217361, -0.00572568, -0.01307326, 0.04334090, -0.01231688, 0.04716222, 0.01224019, -0.01694479, 0.01446189, -0.02096275, -0.00308950, -0.03464664, 0.00197678, 0.00437855, -0.00029100, 0.00362250, 0.01105775, -0.01538548, 0.00670426, 0.03632081, -0.00320357, 0.03166038, -0.00305212, 0.00327156, -0.00195270, 0.01045493, -0.00053079, 0.00821298, -0.00129833, -0.01071963, -0.00117257, -0.00234402, -0.00436118, 0.00122761, 0.00274835, 0.00774481, -0.00598368, -0.00082771, 0.00080015, -0.00392034, 0.02669637, 0.04059008, -0.01155364, -0.00064341, -0.02095125, -0.00186322, 0.01682771, 0.01179773, -0.01147339, -0.00477758, -0.00367870, 0.00199377, 0.00363357, -0.00743181, -0.00760942, 0.00047405, 0.00173048, -0.00457923, -0.00649871, 0.00508717, -0.00043384, -0.00014467, 0.00335402, 0.01691976, 0.00229012, 0.01157366, -0.00166735, -0.00393229, -0.00257140, 0.00201977, 0.00074493, -0.00560774, -0.00407471, 0.00090447, -0.01563502, -0.00432090, -0.00264988, 0.00261071, 0.01102315, -0.00696548, 0.01175355, 0.01798516, 0.04789497, 0.16051054, 0.04023227, 0.06703141, 0.00963802, -0.00746855, 0.01978923, 0.02027031, -0.04582015, 0.01956712, 0.03043653, -0.04395592, 0.00051614, 0.00361961, 0.00207518, -0.00715964, 0.00093285, -0.00233520, 0.00773729, 0.01281802, -0.00996045, 0.02023879, 0.00818145, -0.00336560, -0.01808423, 0.00006927, -0.00342705, 0.00479425, 0.01454088, -0.01453453, 0.00244331, -0.00085103, 0.00108684, 0.00030010, -0.00826365, -0.00740882, 0.00077578, -0.00125690, 0.00577521, -0.00178990, 0.00462438, 0.00027222, 0.00712644, -0.01841057, -0.00185147, -0.00264556, -0.00183741, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00081935, 0.00190352, 0.00097374, -0.00185686, -0.00429387, 0.00202276, -0.00078153, -0.00327940, -0.00341067, -0.00865634, -0.00434770, -0.00053367, -0.00332640, -0.00684805, -0.00436283, -0.00002603, -0.00061758, 0.00908085, -0.00759788, 0.00050315, -0.00437657, -0.00158479, -0.00331980, 0.00015362, -0.00391966, -0.00006473, -0.00332457, 0.00190858, -0.00340457, -0.00422906, 0.00097924], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=1.0, baselinePeriod=20.0, stopLossMultiplier=5.0}, robustnessScore=null)",
"OptimizationResult(symbol=AVAXUSDT4h, finalBalance=15622.4543644325461915070000, totalReturn=0.5622, maxDrawdown=0.1156, profitFactor=1.78, totalTrades=187, winCount=85, lossCount=102, winRate=0.45454545454545453, startDate=2024-08-01, endDate=2025-09-30, dailyReturns=[0E-8, -0.00239943, 0.00717256, 0.01521505, 0.07177649, -0.02662783, 0.00177632, -0.00130728, 0.00404533, 0.00018724, -0.00003467, -0.00088251, -0.00654067, 0.00689322, -0.00459908, -0.01150681, -0.00107815, -0.00364268, 0.00204465, -0.00586304, 0.00976909, 0.01050535, 0.04778557, 0.03810781, -0.02263198, 0.00615373, -0.02918020, 0.00252986, -0.00276098, 0.00162574, 0.00161721, 0.00602130, -0.00256838, -0.00302801, 0.01341247, -0.01302497, -0.00105826, 0.00044729, 0.00826988, 0.00828121, 0.00434161, -0.00548053, -0.00044581, 0.00329552, 0.00978581, -0.00088608, -0.01665793, 0.00023055, -0.01277668, 0.04538531, 0.03777851, -0.02447822, 0.00343526, -0.00212564, -0.00180757, -0.01513704, 0.00224247, 0.01221693, -0.00399902, -0.00879035, 0.00024763, -0.00379689, 0.03267210, 0.02611002, -0.01938807, -0.00352147, -0.00953566, -0.01315842, 0E-8, 0E-8, 0E-8, 0E-8, 0.00124553, 0.00185825, 0.00181292, -0.01469831, -0.01061410, -0.01031535, -0.00712412, 0E-8, 0E-8, -0.00506584, -0.00363233, 0.00748980, 0.00024187, 0.00070163, 0.00842226, 0.00459987, -0.01572802, -0.00741765, -0.00232244, 0E-8, -0.00221776, 0.00673032, 0.02989993, -0.01036963, 0.00833816, -0.00288416, 0.00370673, 0.01760113, 0.01581943, 0.03699165, 0.00296494, 0.04458311, 0.00472762, -0.00977538, -0.00010724, 0.00558071, 0.00154913, -0.00613950, 0.00043564, -0.00027853, -0.00849675, -0.00912172, 0.01355635, -0.01398973, 0.03460202, -0.03402689, 0.02211981, -0.00759642, 0.00970579, 0.00576007, -0.00362099, 0.00659694, -0.00144781, 0.00668935, -0.00365774, -0.00553735, 0.00407923, -0.00251235, -0.00696627, 0.00466092, 0.00123035, -0.01439870, -0.00274534, 0E-8, 0E-8, 0E-8, 0E-8, 0.00278348, 0.00629871, 0.04124651, -0.02390092, -0.00338187, -0.00151151, 0.00435773, 0.00244872, -0.00710693, 0.00150777, -0.00899419, 0.00160086, -0.00209114, -0.01099678, -0.00188067, 0.01343906, 0.00243635, 0.00067994, 0.00171563, 0.01397865, -0.00631901, -0.00525891, 0.00390453, -0.00225685, 0.00195584, 0.00014329, 0.01485933, -0.00484239, 0.00287363, 0.00706493, 0.00827518, -0.00938946, 0.00751618, -0.02431095, -0.00356376, 0.00225781, -0.00456988, 0.00191400, -0.00139948, 0.00412593, 0.00560639, -0.00495093, 0.00059017, -0.00596449, -0.00957721, 0.01223334, 0.04339803, 0.07296281, -0.01421407, -0.01189932, 0.01160204, 0.01228724, 0.01786165, -0.01070825, -0.00875954, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00000722, -0.00251708, -0.00433170, -0.00900028, -0.00944864, 0.00045487, 0.00470181, 0.00823572, -0.00781083, -0.01494769, 0.02787073, -0.00867280, -0.00989494, -0.03532924, -0.00589289, -0.00652135, -0.00589029, 0.00710539, 0.00753002, -0.00814025, -0.00701293, 0.00514096, -0.00894150, -0.00814271, 0.00272261, -0.00430950, -0.00467760, 0.00095626, 0.00088041, 0.00348580, -0.00330118, -0.00149700, 0.00438997, 0.00079299, 0.01307583, 0.00691463, 0.00563932, -0.00574237, 0.00817874, 0.00772643, 0.00560718, 0.00783258, -0.00828257, -0.00839629, -0.01546061, 0.00096101, -0.00155422, 0.00455350, 0.00949628, 0.01318138, -0.01073181, 0.01348220, 0.00984002, 0.00328335, 0.00790819, 0.00800663, -0.00948751, -0.01573592, 0.00531839, -0.00218685, 0.00636544, -0.00299445, 0.02308881, -0.01191674, -0.00366301, -0.00327504, 0.00259034, -0.00313657, 0.00059500, 0.00103307, -0.00768530, 0.00241972, -0.00202557, 0.00172691, 0.00606348, 0.00602694, 0.00594697, 0.00066390, -0.00787724, -0.01625687, 0.03940297, 0.00895425, 0.01370321, 0.00182811, -0.00753348, 0.02351420, -0.03243386, -0.00228243, -0.01451339, 0E-8, -0.00861224, 0.00157546, 0.00214998, 0.00804871, -0.00468020, 0.00438265, 0.00302499, -0.00470348, 0.00111234, -0.00025881, -0.00547689, 0.01141170, 0.01373162, -0.00170915, 0.00061328, -0.00763576, 0.00153547, 0.00686567, 0.00753525, -0.04015630, 0.00277686, -0.00257631, 0.00937054, -0.00370447, -0.00495321, 0.00669234, 0.00112698, 0.00140028, -0.00594970, 0.00716876, 0.00610614, 0.00908148, -0.00519497, 0.00855134, 0.01913298, -0.00912173, -0.00661027, -0.00146350, -0.00595615, 0.00062742, 0.00207963, 0.00404634, -0.00497414, -0.01071165, -0.00726526, 0.00657076, -0.00448718, 0.00135917, 0.00005540, -0.00203588, 0.00014819, 0.00442623, 0.02218229, 0.04674087, -0.00055688, 0.01077239, 0.01617013, -0.04318816, -0.00913333, 0.00380794, 0.00618838, -0.00441254, 0.01239703, 0.00728845, -0.00804635, 0.00181343, 0.00603453, 0.00073166, -0.00418179, -0.00415818, -0.00090922, -0.00504052, 0.00475317, -0.00085145, 0.00564199, 0.00235961, 0.00097273, -0.00344873, -0.00242024, -0.00570506, -0.00369652, -0.00325647, -0.00238529, 0E-8, -0.00002143, 0.00180842, -0.00212585, -0.00003823, -0.00777706, 0.00399319, -0.00899184, 0.00947143, 0.00372562, 0.00563025, -0.00435717, 0.00807340, -0.01886991, -0.00352249, -0.00339656, -0.00366442, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, 0E-8, -0.00398855, -0.01173697, 0.00399958, -0.00170022, 0.00680876, -0.00500130, -0.00999747, -0.00347434, 0.01047007, 0.03800303, -0.01343654, 0.04641537, -0.01655561, -0.01789308, 0.03492887, -0.01122917, 0.06336241, 0.02698766, -0.01989719, -0.00465705, -0.01777742, 0.00216913, -0.00137888, -0.01648141, -0.00211043, 0E-8, 0E-8, 0E-8, -0.00300241, 0.00169885], tradingDays=427, params={zScoreThreshold2=10.0, zScoreThreshold=1.0, baselinePeriod=20.0, stopLossMultiplier=5.0}, robustnessScore=null)",

]  # 运行分析
plot_and_analyze_results(optimization_results_data)
